Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

8a0acec7-896e-4c91-8ce7-dc64de45b53d

03fb0d16-9f81-50a1-9ecd-0315e6f54273

Score in workbench →

Clinical attributes

From the source cohort, normalized into canonical keys plus the project's native columns.

cancer_type
cancer_type_detailed
subtype
age_years
72

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.410
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.310
  • MYC_TARGETS_V2+0.280
  • PEROXISOME+0.210
  • BILE_ACID_METABOLISM+0.190
  • ESTROGEN_RESPONSE_EARLY+0.180
  • FATTY_ACID_METABOLISM+0.180
  • GLYCOLYSIS+0.170
  • WNT_BETA_CATENIN_SIGNALING+0.170
  • XENOBIOTIC_METABOLISM+0.170

Top 10 suppressed

  • ANGIOGENESIS-0.530
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.510
  • INFLAMMATORY_RESPONSE-0.420
  • ALLOGRAFT_REJECTION-0.350
  • INTERFERON_GAMMA_RESPONSE-0.340
  • UV_RESPONSE_DN-0.320
  • INTERFERON_ALPHA_RESPONSE-0.290
  • KRAS_SIGNALING_UP-0.290
  • IL6_JAK_STAT3_SIGNALING-0.280
  • MYOGENESIS-0.240

Patient twins — nearest pathway neighbors

MeasuredDerived

10 samples closest to this one in 50-dim pathway space, drawn from the Pathway Atlas. Cosine similarity = 1 means identical pathway state.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1ULC1533T_S61
lung-landscapes@6
cohortA20.807
2TCGA-CV-A6JY-01A-11R-A31N-07
head-neck@1
0.805
337b95452-c6ab-48f9-abd4-521b33596657
colon-landscapes@1
0.794
468fda9a5-c6eb-4445-91f7-bd0078080b9d
colon-landscapes@1
0.793
5SRR4296082
lung-landscapes@6
cohortA10.792
672c16603-1f6c-479c-8cf0-95d499f328be
colon-landscapes@1
0.790
7SRR6013506
lung-landscapes@6
cohortA20.781
8X08d41e55.6d66.4e03.9dc3.3743f3da0453
lung-landscapes@6
cohortA20.778
9TCGA-ZF-AA4U-01A-11R-A38B-07
bladder-landscape@3
0.777
10SRR10900577
melanoma-umap@29
0.776

Per-pathway drug coverage

ModeledCalibratedDerived

For each elevated pathway in this tumor, the best-reversing drug across the catalog. Uncovered pathways = unmet need at pathway level for this one patient.

0 of 23 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.410Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.310Inavolisib— uncovered
MYC_TARGETS_V20.280Idelalisib— uncovered
PEROXISOME0.210Idelalisib— uncovered
BILE_ACID_METABOLISM0.190Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.180Inavolisib— uncovered
FATTY_ACID_METABOLISM0.180Inavolisib— uncovered
GLYCOLYSIS0.170Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.170Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.170Inavolisib— uncovered
MITOTIC_SPINDLE0.160Inavolisib— uncovered
MYC_TARGETS_V10.140Inavolisib— uncovered
HEDGEHOG_SIGNALING0.120Inavolisib— uncovered
ADIPOGENESIS0.070Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.070Remibrutinib— uncovered
MTORC1_SIGNALING0.070Inavolisib— uncovered
APICAL_SURFACE0.050Temsirolimus— uncovered
ESTROGEN_RESPONSE_LATE0.040Idelalisib— uncovered
HEME_METABOLISM0.040Temsirolimus— uncovered
UNFOLDED_PROTEIN_RESPONSE0.040Idelalisib— uncovered